Triple

T10910323
Position Surface form Disambiguated ID Type / Status
Subject Petina Gappah E257679 entity
Predicate notableWork P4 FINISHED
Object Out of Darkness, Shining Light
Out of Darkness, Shining Light is a historical novel by Zimbabwean writer Petina Gappah that reimagines the final journey of explorer David Livingstone through the perspectives of the African members of his expedition.
 E892669 NE FINISHED

How this triple was built (4 steps)

Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.

NER Named-entity recognition gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Out of Darkness, Shining Light | Statement: [Petina Gappah, notableWork, Out of Darkness, Shining Light]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Out of Darkness, Shining Light
Context triple: [Petina Gappah, notableWork, Out of Darkness, Shining Light]
  • A. Out of the Darkness
    "Out of the Darkness" is a rock song by Little Steven and the Disciples of Soul, known for its anthemic sound and socially conscious lyrics characteristic of Steven Van Zandt's solo work.
  • B. Light in Darkness
    Light in Darkness is the English motto of the University of Liberia, expressing its mission to provide enlightenment and knowledge amid challenging circumstances.
  • C. Darkness and the Light
    Darkness and the Light is a philosophical science fiction novel by Olaf Stapledon that contrasts two possible futures for humanity shaped by differing social and moral choices.
  • D. Darkness and Light
    "Darkness and Light" is a 2016 R&B and soul studio album by John Legend that explores themes of love, social justice, and personal reflection.
  • E. Darkness and Light
    Darkness and Light is a musical artist or group known for performing the song "Right By You (for Luna)."
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Out of Darkness, Shining Light
Triple: [Petina Gappah, notableWork, Out of Darkness, Shining Light]
Generated description
Out of Darkness, Shining Light is a historical novel by Zimbabwean writer Petina Gappah that reimagines the final journey of explorer David Livingstone through the perspectives of the African members of his expedition.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Out of Darkness, Shining Light
Target entity description: Out of Darkness, Shining Light is a historical novel by Zimbabwean writer Petina Gappah that reimagines the final journey of explorer David Livingstone through the perspectives of the African members of his expedition.
  • A. Out of the Darkness
    "Out of the Darkness" is a rock song by Little Steven and the Disciples of Soul, known for its anthemic sound and socially conscious lyrics characteristic of Steven Van Zandt's solo work.
  • B. Light in Darkness
    Light in Darkness is the English motto of the University of Liberia, expressing its mission to provide enlightenment and knowledge amid challenging circumstances.
  • C. Darkness and the Light
    Darkness and the Light is a philosophical science fiction novel by Olaf Stapledon that contrasts two possible futures for humanity shaped by differing social and moral choices.
  • D. Darkness and Light
    "Darkness and Light" is a 2016 R&B and soul studio album by John Legend that explores themes of love, social justice, and personal reflection.
  • E. Darkness and Light
    Darkness and Light is a musical artist or group known for performing the song "Right By You (for Luna)."
  • F. None of above. chosen

Provenance (5 batches)

The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.

Step Stage Batch ID Status When
creating Elicitation batch_69d6aa864ed88190818280ab6791d065 completed April 8, 2026, 7:20 p.m.
NER Named-entity recognition batch_69d77071492c8190bd6f8623a59464c9 completed April 9, 2026, 9:25 a.m.
NED1 Entity disambiguation (via context triple) batch_69e1554fc61c8190a0354e2f24cb62e4 completed April 16, 2026, 9:31 p.m.
NEDg Description generation batch_69e1801dc2e8819099bc862705871761 completed April 17, 2026, 12:34 a.m.
NED2 Entity disambiguation (via description) batch_69e1831802608190b5c3c5a4e8d8681a completed April 17, 2026, 12:47 a.m.
Created at: April 8, 2026, 9:22 p.m.